Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 750000 |
| Missing cells | 233124 |
| Missing cells (%) | 2.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 281.7 MiB |
| Average record size in memory | 393.8 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 5 |
| Text | 1 |
Episode_Length_minutes is highly overall correlated with Listening_Time_minutes | High correlation |
Genre is highly overall correlated with Podcast_Name | High correlation |
Listening_Time_minutes is highly overall correlated with Episode_Length_minutes | High correlation |
Podcast_Name is highly overall correlated with Genre | High correlation |
Episode_Length_minutes has 87093 (11.6%) missing values | Missing |
Guest_Popularity_percentage has 146030 (19.5%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
Number_of_Ads has 217592 (29.0%) zeros | Zeros |
Listening_Time_minutes has 8551 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-24 10:07:15.124516 |
|---|---|
| Analysis finished | 2025-04-24 10:07:32.313932 |
| Duration | 17.19 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Uniform  Unique 
| Distinct | 750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 374999.5 |
| Minimum | 0 |
|---|---|
| Maximum | 749999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 37499.95 |
| Q1 | 187499.75 |
| median | 374999.5 |
| Q3 | 562499.25 |
| 95-th percentile | 712499.05 |
| Maximum | 749999 |
| Range | 749999 |
| Interquartile range (IQR) | 374999.5 |
Descriptive statistics
| Standard deviation | 216506.5 |
|---|---|
| Coefficient of variation (CV) | 0.57735142 |
| Kurtosis | -1.2 |
| Mean | 374999.5 |
| Median Absolute Deviation (MAD) | 187500 |
| Skewness | -1.9631002 × 10-15 |
| Sum | 2.8124962 × 1011 |
| Variance | 4.6875062 × 1010 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 499993 | 1 | < 0.1% |
| 499995 | 1 | < 0.1% |
| 499996 | 1 | < 0.1% |
| 499997 | 1 | < 0.1% |
| 499998 | 1 | < 0.1% |
| 499999 | 1 | < 0.1% |
| 500000 | 1 | < 0.1% |
| 500001 | 1 | < 0.1% |
| 500002 | 1 | < 0.1% |
| Other values (749990) | 749990 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 749999 | 1 | |
| 749998 | 1 | |
| 749997 | 1 | |
| 749996 | 1 | |
| 749995 | 1 | |
| 749994 | 1 | |
| 749993 | 1 | |
| 749992 | 1 | |
| 749991 | 1 | |
| 749990 | 1 |
Podcast_Name
Categorical
High correlation 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.2 MiB |
| Tech Talks | 22847 |
|---|---|
| Sports Weekly | 20053 |
| Funny Folks | 19635 |
| Tech Trends | 19549 |
| Fitness First | 19488 |
| Other values (43) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.761455 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mystery Matters |
|---|---|
| 2nd row | Joke Junction |
| 3rd row | Study Sessions |
| 4th row | Digital Digest |
| 5th row | Mind & Body |
Common Values
| Value | Count | Frequency (%) |
| Tech Talks | 22847 | 3.0% |
| Sports Weekly | 20053 | 2.7% |
| Funny Folks | 19635 | 2.6% |
| Tech Trends | 19549 | 2.6% |
| Fitness First | 19488 | 2.6% |
| Business Insights | 19480 | 2.6% |
| Style Guide | 19364 | 2.6% |
| Game Day | 19272 | 2.6% |
| Melody Mix | 18889 | 2.5% |
| Criminal Minds | 17735 | 2.4% |
| Other values (38) | 553688 |
Length
| Value | Count | Frequency (%) |
| tech | 42396 | 2.8% |
| matters | 42034 | 2.7% |
| business | 36492 | 2.4% |
| sports | 36244 | 2.4% |
| crime | 33747 | 2.2% |
| digest | 29562 | 1.9% |
| 28325 | 1.8% | |
| living | 26884 | 1.8% |
| talks | 22847 | 1.5% |
| news | 22818 | 1.5% |
| Other values (78) | 1210436 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1008397 | 10.5% |
| s | 785605 | 8.2% |
| 781785 | 8.2% | |
| i | 653926 | 6.8% |
| t | 576726 | 6.0% |
| n | 574700 | 6.0% |
| r | 527739 | 5.5% |
| o | 477348 | 5.0% |
| a | 476114 | 5.0% |
| l | 322554 | 3.4% |
| Other values (33) | 3386197 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9571091 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1008397 | 10.5% |
| s | 785605 | 8.2% |
| 781785 | 8.2% | |
| i | 653926 | 6.8% |
| t | 576726 | 6.0% |
| n | 574700 | 6.0% |
| r | 527739 | 5.5% |
| o | 477348 | 5.0% |
| a | 476114 | 5.0% |
| l | 322554 | 3.4% |
| Other values (33) | 3386197 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9571091 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1008397 | 10.5% |
| s | 785605 | 8.2% |
| 781785 | 8.2% | |
| i | 653926 | 6.8% |
| t | 576726 | 6.0% |
| n | 574700 | 6.0% |
| r | 527739 | 5.5% |
| o | 477348 | 5.0% |
| a | 476114 | 5.0% |
| l | 322554 | 3.4% |
| Other values (33) | 3386197 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9571091 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1008397 | 10.5% |
| s | 785605 | 8.2% |
| 781785 | 8.2% | |
| i | 653926 | 6.8% |
| t | 576726 | 6.0% |
| n | 574700 | 6.0% |
| r | 527739 | 5.5% |
| o | 477348 | 5.0% |
| a | 476114 | 5.0% |
| l | 322554 | 3.4% |
| Other values (33) | 3386197 |
Episode_Title
Text
| Distinct | 100 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.1 MiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 9.9295733 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Episode 98 |
|---|---|
| 2nd row | Episode 26 |
| 3rd row | Episode 16 |
| 4th row | Episode 45 |
| 5th row | Episode 86 |
| Value | Count | Frequency (%) |
| episode | 750000 | |
| 71 | 10515 | 0.7% |
| 62 | 10373 | 0.7% |
| 31 | 10292 | 0.7% |
| 61 | 9991 | 0.7% |
| 69 | 9864 | 0.7% |
| 23 | 9762 | 0.7% |
| 63 | 9743 | 0.6% |
| 81 | 9741 | 0.6% |
| 64 | 9686 | 0.6% |
| Other values (91) | 660033 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 750000 | |
| i | 750000 | |
| s | 750000 | |
| o | 750000 | |
| d | 750000 | |
| e | 750000 | |
| 750000 | ||
| p | 750000 | |
| 6 | 160174 | 2.2% |
| 3 | 158352 | 2.1% |
| Other values (8) | 1128654 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7447180 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 750000 | |
| i | 750000 | |
| s | 750000 | |
| o | 750000 | |
| d | 750000 | |
| e | 750000 | |
| 750000 | ||
| p | 750000 | |
| 6 | 160174 | 2.2% |
| 3 | 158352 | 2.1% |
| Other values (8) | 1128654 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7447180 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 750000 | |
| i | 750000 | |
| s | 750000 | |
| o | 750000 | |
| d | 750000 | |
| e | 750000 | |
| 750000 | ||
| p | 750000 | |
| 6 | 160174 | 2.2% |
| 3 | 158352 | 2.1% |
| Other values (8) | 1128654 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7447180 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 750000 | |
| i | 750000 | |
| s | 750000 | |
| o | 750000 | |
| d | 750000 | |
| e | 750000 | |
| 750000 | ||
| p | 750000 | |
| 6 | 160174 | 2.2% |
| 3 | 158352 | 2.1% |
| Other values (8) | 1128654 |
Episode_Length_minutes
Real number (ℝ)
High correlation  Missing 
| Distinct | 12268 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 87093 |
| Missing (%) | 11.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.504738 |
| Minimum | 0 |
|---|---|
| Maximum | 325.24 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.68 |
| Q1 | 35.73 |
| median | 63.84 |
| Q3 | 94.07 |
| 95-th percentile | 115.29 |
| Maximum | 325.24 |
| Range | 325.24 |
| Interquartile range (IQR) | 58.34 |
Descriptive statistics
| Standard deviation | 32.969603 |
|---|---|
| Coefficient of variation (CV) | 0.51111909 |
| Kurtosis | -1.2030327 |
| Mean | 64.504738 |
| Median Absolute Deviation (MAD) | 29.16 |
| Skewness | -0.0020056126 |
| Sum | 42760643 |
| Variance | 1086.9947 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.6 | 925 | 0.1% |
| 34.4 | 617 | 0.1% |
| 30.69 | 576 | 0.1% |
| 31.68 | 533 | 0.1% |
| 31.46 | 491 | 0.1% |
| 47.02 | 461 | 0.1% |
| 29.61 | 448 | 0.1% |
| 106.52 | 426 | 0.1% |
| 111.68 | 420 | 0.1% |
| 114.98 | 411 | 0.1% |
| Other values (12258) | 657599 | |
| (Missing) | 87093 | 11.6% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1.24 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.84 | 1 | < 0.1% |
| 2.47 | 4 | < 0.1% |
| 2.97 | 1 | < 0.1% |
| 5 | 38 | |
| 5.0000636 | 1 | < 0.1% |
| 5.00006409 | 6 | < 0.1% |
| 5.00006607 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 325.24 | 1 | < 0.1% |
| 120.93 | 1 | < 0.1% |
| 120.73 | 1 | < 0.1% |
| 120.64 | 2 | < 0.1% |
| 120.37 | 2 | < 0.1% |
| 120.32 | 1 | < 0.1% |
| 120.06 | 1 | < 0.1% |
| 119.99 | 7 | < 0.1% |
| 119.98 | 55 | |
| 119.97 | 44 |
Genre
Categorical
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.3 MiB |
| Sports | |
|---|---|
| Technology | |
| True Crime | |
| Lifestyle | |
| Comedy | |
| Other values (5) |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 7.4019627 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | True Crime |
|---|---|
| 2nd row | Comedy |
| 3rd row | Education |
| 4th row | Technology |
| 5th row | Health |
Common Values
| Value | Count | Frequency (%) |
| Sports | 87606 | |
| Technology | 86256 | |
| True Crime | 85059 | |
| Lifestyle | 82461 | |
| Comedy | 81453 | |
| Business | 80521 | |
| Health | 71416 | |
| News | 63385 | |
| Music | 62743 | |
| Education | 49100 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sports | 87606 | |
| technology | 86256 | |
| true | 85059 | |
| crime | 85059 | |
| lifestyle | 82461 | |
| comedy | 81453 | |
| business | 80521 | |
| health | 71416 | |
| news | 63385 | |
| music | 62743 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 718071 | 12.9% |
| s | 537758 | 9.7% |
| o | 390671 | 7.0% |
| i | 359884 | 6.5% |
| t | 290583 | 5.2% |
| u | 277423 | 5.0% |
| r | 257724 | 4.6% |
| y | 250170 | 4.5% |
| l | 240133 | 4.3% |
| n | 215877 | 3.9% |
| Other values (19) | 2013178 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5551472 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 718071 | 12.9% |
| s | 537758 | 9.7% |
| o | 390671 | 7.0% |
| i | 359884 | 6.5% |
| t | 290583 | 5.2% |
| u | 277423 | 5.0% |
| r | 257724 | 4.6% |
| y | 250170 | 4.5% |
| l | 240133 | 4.3% |
| n | 215877 | 3.9% |
| Other values (19) | 2013178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5551472 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 718071 | 12.9% |
| s | 537758 | 9.7% |
| o | 390671 | 7.0% |
| i | 359884 | 6.5% |
| t | 290583 | 5.2% |
| u | 277423 | 5.0% |
| r | 257724 | 4.6% |
| y | 250170 | 4.5% |
| l | 240133 | 4.3% |
| n | 215877 | 3.9% |
| Other values (19) | 2013178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5551472 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 718071 | 12.9% |
| s | 537758 | 9.7% |
| o | 390671 | 7.0% |
| i | 359884 | 6.5% |
| t | 290583 | 5.2% |
| u | 277423 | 5.0% |
| r | 257724 | 4.6% |
| y | 250170 | 4.5% |
| l | 240133 | 4.3% |
| n | 215877 | 3.9% |
| Other values (19) | 2013178 |
Host_Popularity_percentage
Real number (ℝ)
| Distinct | 8038 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.859901 |
| Minimum | 1.3 |
|---|---|
| Maximum | 119.46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 24.79 |
| Q1 | 39.41 |
| median | 60.05 |
| Q3 | 79.53 |
| 95-th percentile | 95.77 |
| Maximum | 119.46 |
| Range | 118.16 |
| Interquartile range (IQR) | 40.12 |
Descriptive statistics
| Standard deviation | 22.873098 |
|---|---|
| Coefficient of variation (CV) | 0.38211052 |
| Kurtosis | -1.2067021 |
| Mean | 59.859901 |
| Median Absolute Deviation (MAD) | 20.04 |
| Skewness | 0.0049262753 |
| Sum | 44894926 |
| Variance | 523.17859 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38.68 | 560 | 0.1% |
| 26.72 | 523 | 0.1% |
| 56.29 | 490 | 0.1% |
| 30.14 | 445 | 0.1% |
| 31.57 | 439 | 0.1% |
| 58.71 | 431 | 0.1% |
| 80.43 | 428 | 0.1% |
| 67.54 | 411 | 0.1% |
| 36.79 | 410 | 0.1% |
| 67.19 | 401 | 0.1% |
| Other values (8028) | 745462 |
| Value | Count | Frequency (%) |
| 1.3 | 1 | < 0.1% |
| 1.47 | 1 | < 0.1% |
| 1.73 | 1 | < 0.1% |
| 1.77 | 2 | < 0.1% |
| 1.89 | 2 | < 0.1% |
| 2.95 | 2 | < 0.1% |
| 20 | 18 | < 0.1% |
| 20.01 | 69 | |
| 20.02 | 42 | |
| 20.03 | 62 |
| Value | Count | Frequency (%) |
| 119.46 | 1 | < 0.1% |
| 118.93 | 1 | < 0.1% |
| 118.73 | 1 | < 0.1% |
| 118.69 | 1 | < 0.1% |
| 117.76 | 2 | < 0.1% |
| 117.14 | 5 | |
| 115.18 | 1 | < 0.1% |
| 114.97 | 1 | < 0.1% |
| 114.73 | 1 | < 0.1% |
| 112.44 | 1 | < 0.1% |
Publication_Day
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.1 MiB |
| Sunday | |
|---|---|
| Monday | |
| Friday | |
| Wednesday | |
| Thursday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.1166547 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Thursday |
|---|---|
| 2nd row | Saturday |
| 3rd row | Tuesday |
| 4th row | Monday |
| 5th row | Monday |
Common Values
| Value | Count | Frequency (%) |
| Sunday | 115946 | |
| Monday | 111963 | |
| Friday | 108237 | |
| Wednesday | 107886 | |
| Thursday | 104360 | |
| Saturday | 103505 | |
| Tuesday | 98103 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sunday | 115946 | |
| monday | 111963 | |
| friday | 108237 | |
| wednesday | 107886 | |
| thursday | 104360 | |
| saturday | 103505 | |
| tuesday | 98103 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 857886 | |
| a | 853505 | |
| y | 750000 | |
| u | 421914 | |
| n | 335795 | 6.3% |
| r | 316102 | 5.9% |
| e | 313875 | 5.9% |
| s | 310349 | 5.8% |
| S | 219451 | 4.1% |
| T | 202463 | 3.8% |
| Other values (7) | 756151 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5337491 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 857886 | |
| a | 853505 | |
| y | 750000 | |
| u | 421914 | |
| n | 335795 | 6.3% |
| r | 316102 | 5.9% |
| e | 313875 | 5.9% |
| s | 310349 | 5.8% |
| S | 219451 | 4.1% |
| T | 202463 | 3.8% |
| Other values (7) | 756151 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5337491 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 857886 | |
| a | 853505 | |
| y | 750000 | |
| u | 421914 | |
| n | 335795 | 6.3% |
| r | 316102 | 5.9% |
| e | 313875 | 5.9% |
| s | 310349 | 5.8% |
| S | 219451 | 4.1% |
| T | 202463 | 3.8% |
| Other values (7) | 756151 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5337491 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 857886 | |
| a | 853505 | |
| y | 750000 | |
| u | 421914 | |
| n | 335795 | 6.3% |
| r | 316102 | 5.9% |
| e | 313875 | 5.9% |
| s | 310349 | 5.8% |
| S | 219451 | 4.1% |
| T | 202463 | 3.8% |
| Other values (7) | 756151 |
Publication_Time
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.0 MiB |
| Night | |
|---|---|
| Evening | |
| Afternoon | |
| Morning |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.9536293 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Night |
|---|---|
| 2nd row | Afternoon |
| 3rd row | Evening |
| 4th row | Morning |
| 5th row | Afternoon |
Common Values
| Value | Count | Frequency (%) |
| Night | 196849 | |
| Evening | 195778 | |
| Afternoon | 179460 | |
| Morning | 177913 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| night | 196849 | |
| evening | 195778 | |
| afternoon | 179460 | |
| morning | 177913 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1106302 | |
| i | 570540 | |
| g | 570540 | |
| o | 536833 | |
| t | 376309 | 7.2% |
| e | 375238 | 7.2% |
| r | 357373 | 6.9% |
| N | 196849 | 3.8% |
| h | 196849 | 3.8% |
| E | 195778 | 3.8% |
| Other values (4) | 732611 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5215222 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1106302 | |
| i | 570540 | |
| g | 570540 | |
| o | 536833 | |
| t | 376309 | 7.2% |
| e | 375238 | 7.2% |
| r | 357373 | 6.9% |
| N | 196849 | 3.8% |
| h | 196849 | 3.8% |
| E | 195778 | 3.8% |
| Other values (4) | 732611 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5215222 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1106302 | |
| i | 570540 | |
| g | 570540 | |
| o | 536833 | |
| t | 376309 | 7.2% |
| e | 375238 | 7.2% |
| r | 357373 | 6.9% |
| N | 196849 | 3.8% |
| h | 196849 | 3.8% |
| E | 195778 | 3.8% |
| Other values (4) | 732611 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5215222 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1106302 | |
| i | 570540 | |
| g | 570540 | |
| o | 536833 | |
| t | 376309 | 7.2% |
| e | 375238 | 7.2% |
| r | 357373 | 6.9% |
| N | 196849 | 3.8% |
| h | 196849 | 3.8% |
| E | 195778 | 3.8% |
| Other values (4) | 732611 |
Guest_Popularity_percentage
Real number (ℝ)
Missing 
| Distinct | 10019 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 146030 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.236449 |
| Minimum | 0 |
|---|---|
| Maximum | 119.91 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.79 |
| Q1 | 28.38 |
| median | 53.58 |
| Q3 | 76.6 |
| 95-th percentile | 95.1 |
| Maximum | 119.91 |
| Range | 119.91 |
| Interquartile range (IQR) | 48.22 |
Descriptive statistics
| Standard deviation | 28.451241 |
|---|---|
| Coefficient of variation (CV) | 0.54466263 |
| Kurtosis | -1.1501171 |
| Mean | 52.236449 |
| Median Absolute Deviation (MAD) | 24.23 |
| Skewness | -0.10703539 |
| Sum | 31549248 |
| Variance | 809.47314 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68.53 | 378 | 0.1% |
| 29.7 | 339 | < 0.1% |
| 42.69 | 332 | < 0.1% |
| 54.59 | 300 | < 0.1% |
| 41.29 | 298 | < 0.1% |
| 71.4 | 296 | < 0.1% |
| 84.57 | 285 | < 0.1% |
| 65.16 | 284 | < 0.1% |
| 70.99 | 283 | < 0.1% |
| 69.72 | 281 | < 0.1% |
| Other values (10009) | 600894 | |
| (Missing) | 146030 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 0.01 | 47 | |
| 0.02 | 13 | < 0.1% |
| 0.03 | 27 | < 0.1% |
| 0.04 | 88 | |
| 0.05 | 12 | < 0.1% |
| 0.06 | 82 | |
| 0.07 | 86 | |
| 0.08 | 16 | < 0.1% |
| 0.09 | 51 |
| Value | Count | Frequency (%) |
| 119.91 | 1 | |
| 115.62 | 2 | |
| 115.43 | 1 | |
| 115.41 | 1 | |
| 114.88 | 1 | |
| 114.72 | 2 | |
| 110.14 | 1 | |
| 107.81 | 2 | |
| 107.58 | 1 | |
| 107.34 | 1 |
Number_of_Ads
Real number (ℝ)
Zeros 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3488549 |
| Minimum | 0 |
|---|---|
| Maximum | 103.91 |
| Zeros | 217592 |
| Zeros (%) | 29.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 103.91 |
| Range | 103.91 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1511304 |
|---|---|
| Coefficient of variation (CV) | 0.85341306 |
| Kurtosis | 505.89391 |
| Mean | 1.3488549 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 6.0329918 |
| Sum | 1011639.8 |
| Variance | 1.3251012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 217592 | |
| 1 | 214069 | |
| 3 | 160173 | |
| 2 | 158156 | |
| 103.25 | 2 | < 0.1% |
| 53.37 | 1 | < 0.1% |
| 103.91 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 53.42 | 1 | < 0.1% |
| 103.75 | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 217592 | |
| 1 | 214069 | |
| 2 | 158156 | |
| 3 | 160173 | |
| 12 | 1 | < 0.1% |
| 53.37 | 1 | < 0.1% |
| 53.42 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 103.25 | 2 | < 0.1% |
| 103.75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 103.91 | 1 | < 0.1% |
| 103.88 | 1 | < 0.1% |
| 103.75 | 1 | < 0.1% |
| 103.25 | 2 | < 0.1% |
| 103 | 1 | < 0.1% |
| 53.42 | 1 | < 0.1% |
| 53.37 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 3 | 160173 | |
| 2 | 158156 |
Episode_Sentiment
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 MiB |
| Neutral | |
|---|---|
| Negative | |
| Positive |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.6649453 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Positive |
|---|---|
| 2nd row | Negative |
| 3rd row | Negative |
| 4th row | Positive |
| 5th row | Neutral |
Common Values
| Value | Count | Frequency (%) |
| Neutral | 251291 | |
| Negative | 250116 | |
| Positive | 248593 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| neutral | 251291 | |
| negative | 250116 | |
| positive | 248593 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1000116 | |
| t | 750000 | |
| i | 747302 | |
| N | 501407 | |
| a | 501407 | |
| v | 498709 | |
| u | 251291 | 4.4% |
| r | 251291 | 4.4% |
| l | 251291 | 4.4% |
| g | 250116 | 4.4% |
| Other values (3) | 745779 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5748709 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1000116 | |
| t | 750000 | |
| i | 747302 | |
| N | 501407 | |
| a | 501407 | |
| v | 498709 | |
| u | 251291 | 4.4% |
| r | 251291 | 4.4% |
| l | 251291 | 4.4% |
| g | 250116 | 4.4% |
| Other values (3) | 745779 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5748709 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1000116 | |
| t | 750000 | |
| i | 747302 | |
| N | 501407 | |
| a | 501407 | |
| v | 498709 | |
| u | 251291 | 4.4% |
| r | 251291 | 4.4% |
| l | 251291 | 4.4% |
| g | 250116 | 4.4% |
| Other values (3) | 745779 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5748709 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1000116 | |
| t | 750000 | |
| i | 747302 | |
| N | 501407 | |
| a | 501407 | |
| v | 498709 | |
| u | 251291 | 4.4% |
| r | 251291 | 4.4% |
| l | 251291 | 4.4% |
| g | 250116 | 4.4% |
| Other values (3) | 745779 |
Listening_Time_minutes
Real number (ℝ)
High correlation  Zeros 
| Distinct | 42807 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.437406 |
| Minimum | 0 |
|---|---|
| Maximum | 119.97 |
| Zeros | 8551 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.07879 |
| Q1 | 23.17835 |
| median | 43.37946 |
| Q3 | 64.81158 |
| 95-th percentile | 93.67793 |
| Maximum | 119.97 |
| Range | 119.97 |
| Interquartile range (IQR) | 41.63323 |
Descriptive statistics
| Standard deviation | 27.138306 |
|---|---|
| Coefficient of variation (CV) | 0.59726794 |
| Kurtosis | -0.66123629 |
| Mean | 45.437406 |
| Median Absolute Deviation (MAD) | 20.75602 |
| Skewness | 0.35081226 |
| Sum | 34078055 |
| Variance | 736.48764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8551 | 1.1% |
| 5.82 | 124 | < 0.1% |
| 10.55 | 108 | < 0.1% |
| 8.75 | 108 | < 0.1% |
| 19.71 | 98 | < 0.1% |
| 6.16 | 98 | < 0.1% |
| 7.92 | 97 | < 0.1% |
| 14.93 | 97 | < 0.1% |
| 11.91 | 93 | < 0.1% |
| 12.78 | 92 | < 0.1% |
| Other values (42797) | 740534 |
| Value | Count | Frequency (%) |
| 0 | 8551 | |
| 0.00056 | 7 | < 0.1% |
| 0.00175 | 8 | < 0.1% |
| 0.00661 | 18 | < 0.1% |
| 0.0105 | 7 | < 0.1% |
| 0.01077 | 24 | < 0.1% |
| 0.01257 | 30 | < 0.1% |
| 0.0296 | 15 | < 0.1% |
| 0.03228 | 16 | < 0.1% |
| 0.0343 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 119.97 | 22 | |
| 119.9 | 16 | |
| 119.8 | 18 | |
| 119.79 | 14 | |
| 119.78 | 17 | |
| 119.74 | 15 | |
| 119.73 | 14 | |
| 119.67 | 12 | |
| 119.66 | 22 | |
| 119.56 | 17 |
Interactions
Correlations
| Episode_Length_minutes | Episode_Sentiment | Genre | Guest_Popularity_percentage | Host_Popularity_percentage | Listening_Time_minutes | Number_of_Ads | Podcast_Name | Publication_Day | Publication_Time | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Episode_Length_minutes | 1.000 | 0.022 | 0.014 | -0.009 | 0.024 | 0.932 | -0.058 | 0.031 | 0.015 | 0.013 | -0.001 |
| Episode_Sentiment | 0.022 | 1.000 | 0.013 | 0.013 | 0.014 | 0.037 | 0.002 | 0.023 | 0.009 | 0.011 | 0.000 |
| Genre | 0.014 | 0.013 | 1.000 | 0.014 | 0.013 | 0.016 | 0.002 | 0.998 | 0.014 | 0.011 | 0.000 |
| Guest_Popularity_percentage | -0.009 | 0.013 | 0.014 | 1.000 | 0.023 | -0.014 | 0.009 | 0.019 | 0.011 | 0.011 | 0.001 |
| Host_Popularity_percentage | 0.024 | 0.014 | 0.013 | 0.023 | 1.000 | 0.045 | -0.017 | 0.019 | 0.009 | 0.010 | 0.000 |
| Listening_Time_minutes | 0.932 | 0.037 | 0.016 | -0.014 | 0.045 | 1.000 | -0.115 | 0.032 | 0.024 | 0.026 | -0.001 |
| Number_of_Ads | -0.058 | 0.002 | 0.002 | 0.009 | -0.017 | -0.115 | 1.000 | 0.005 | 0.001 | 0.001 | 0.000 |
| Podcast_Name | 0.031 | 0.023 | 0.998 | 0.019 | 0.019 | 0.032 | 0.005 | 1.000 | 0.019 | 0.021 | 0.000 |
| Publication_Day | 0.015 | 0.009 | 0.014 | 0.011 | 0.009 | 0.024 | 0.001 | 0.019 | 1.000 | 0.009 | 0.001 |
| Publication_Time | 0.013 | 0.011 | 0.011 | 0.011 | 0.010 | 0.026 | 0.001 | 0.021 | 0.009 | 1.000 | 0.000 |
| id | -0.001 | 0.000 | 0.000 | 0.001 | 0.000 | -0.001 | 0.000 | 0.000 | 0.001 | 0.000 | 1.000 |
Missing values
Sample
| id | Podcast_Name | Episode_Title | Episode_Length_minutes | Genre | Host_Popularity_percentage | Publication_Day | Publication_Time | Guest_Popularity_percentage | Number_of_Ads | Episode_Sentiment | Listening_Time_minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Mystery Matters | Episode 98 | NaN | True Crime | 74.81 | Thursday | Night | NaN | 0.0 | Positive | 31.41998 |
| 1 | 1 | Joke Junction | Episode 26 | 119.80 | Comedy | 66.95 | Saturday | Afternoon | 75.95 | 2.0 | Negative | 88.01241 |
| 2 | 2 | Study Sessions | Episode 16 | 73.90 | Education | 69.97 | Tuesday | Evening | 8.97 | 0.0 | Negative | 44.92531 |
| 3 | 3 | Digital Digest | Episode 45 | 67.17 | Technology | 57.22 | Monday | Morning | 78.70 | 2.0 | Positive | 46.27824 |
| 4 | 4 | Mind & Body | Episode 86 | 110.51 | Health | 80.07 | Monday | Afternoon | 58.68 | 3.0 | Neutral | 75.61031 |
| 5 | 5 | Fitness First | Episode 19 | 26.54 | Health | 48.96 | Saturday | Afternoon | NaN | 3.0 | Positive | 22.77047 |
| 6 | 6 | Criminal Minds | Episode 47 | 69.83 | True Crime | 35.82 | Sunday | Night | 39.02 | 0.0 | Neutral | 64.75024 |
| 7 | 7 | News Roundup | Episode 44 | 48.52 | News | 44.99 | Thursday | Night | 20.12 | 0.0 | Positive | 22.37517 |
| 8 | 8 | Daily Digest | Episode 32 | 105.87 | News | 69.81 | Monday | Evening | NaN | 2.0 | Neutral | 68.00124 |
| 9 | 9 | Music Matters | Episode 81 | NaN | Music | 82.18 | Thursday | Night | 59.72 | 3.0 | Neutral | 45.94761 |
| id | Podcast_Name | Episode_Title | Episode_Length_minutes | Genre | Host_Popularity_percentage | Publication_Day | Publication_Time | Guest_Popularity_percentage | Number_of_Ads | Episode_Sentiment | Listening_Time_minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 749990 | 749990 | Finance Focus | Episode 61 | 114.72 | Business | 83.62 | Sunday | Morning | 91.80 | 0.0 | Neutral | 61.16847 |
| 749991 | 749991 | Business Insights | Episode 5 | 62.46 | Business | 30.03 | Tuesday | Afternoon | NaN | 0.0 | Positive | 53.32434 |
| 749992 | 749992 | Fashion Forward | Episode 75 | 48.67 | Lifestyle | 88.62 | Wednesday | Evening | 25.65 | 3.0 | Positive | 42.08465 |
| 749993 | 749993 | Style Guide | Episode 83 | 23.52 | Lifestyle | 38.14 | Tuesday | Evening | 86.17 | 0.0 | Neutral | 19.71374 |
| 749994 | 749994 | Laugh Line | Episode 67 | 8.93 | Comedy | 85.52 | Saturday | Evening | NaN | 1.0 | Neutral | 7.39878 |
| 749995 | 749995 | Learning Lab | Episode 25 | 75.66 | Education | 69.36 | Saturday | Morning | NaN | 0.0 | Negative | 56.87058 |
| 749996 | 749996 | Business Briefs | Episode 21 | 75.75 | Business | 35.21 | Saturday | Night | NaN | 2.0 | Neutral | 45.46242 |
| 749997 | 749997 | Lifestyle Lounge | Episode 51 | 30.98 | Lifestyle | 78.58 | Thursday | Morning | 84.89 | 0.0 | Negative | 15.26000 |
| 749998 | 749998 | Style Guide | Episode 47 | 108.98 | Lifestyle | 45.39 | Thursday | Morning | 93.27 | 0.0 | Negative | 100.72939 |
| 749999 | 749999 | Sports Central | Episode 99 | 24.10 | Sports | 22.45 | Saturday | Night | 36.72 | 0.0 | Neutral | 11.94439 |